Dataset statistics
| Number of variables | 18 |
|---|---|
| Number of observations | 2000 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 59 |
| Duplicate rows (%) | 2.9% |
| Total size in memory | 267.7 KiB |
| Average record size in memory | 137.1 B |
Variable types
| Categorical | 4 |
|---|---|
| Numeric | 13 |
| Boolean | 1 |
| Dataset has 59 (2.9%) duplicate rows | Duplicates |
artist has a high cardinality: 835 distinct values | High cardinality |
song has a high cardinality: 1879 distinct values | High cardinality |
genre has a high cardinality: 59 distinct values | High cardinality |
energy is highly correlated with loudness and 2 other fields | High correlation |
loudness is highly correlated with energy and 2 other fields | High correlation |
explicit is highly correlated with speechiness and 1 other fields | High correlation |
genre is highly correlated with explicit and 3 other fields | High correlation |
speechiness is highly correlated with explicit | High correlation |
acousticness is highly correlated with energy and 1 other fields | High correlation |
instrumentalness is highly correlated with genre | High correlation |
song is uniformly distributed | Uniform |
popularity has 126 (6.3%) zeros | Zeros |
key has 198 (9.9%) zeros | Zeros |
instrumentalness has 1087 (54.4%) zeros | Zeros |
Reproduction
| Analysis started | 2022-11-14 17:07:51.083575 |
|---|---|
| Analysis finished | 2022-11-14 17:09:06.252533 |
| Duration | 1 minute and 15.17 seconds |
| Software version | pandas-profiling v3.4.0 |
| Download configuration | config.json |
| Distinct | 835 |
|---|---|
| Distinct (%) | 41.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 15.8 KiB |
| Rihanna | 25 |
|---|---|
| Drake | 23 |
| Eminem | 21 |
| Calvin Harris | 20 |
| Britney Spears | 19 |
| Other values (830) |
Length
| Max length | 41 |
|---|---|
| Median length | 22 |
| Mean length | 9.9915 |
| Min length | 2 |
Characters and Unicode
| Total characters | 19983 |
|---|---|
| Distinct characters | 84 |
| Distinct categories | 9 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 3 ? |
Unique
| Unique | 494 ? |
|---|---|
| Unique (%) | 24.7% |
Sample
| 1st row | Britney Spears |
|---|---|
| 2nd row | blink-182 |
| 3rd row | Faith Hill |
| 4th row | Bon Jovi |
| 5th row | *NSYNC |
Common Values
| Value | Count | Frequency (%) |
| Rihanna | 25 | 1.2% |
| Drake | 23 | 1.1% |
| Eminem | 21 | 1.1% |
| Calvin Harris | 20 | 1.0% |
| Britney Spears | 19 | 0.9% |
| David Guetta | 18 | 0.9% |
| Chris Brown | 17 | 0.9% |
| Kanye West | 17 | 0.9% |
| Beyoncé | 16 | 0.8% |
| Taylor Swift | 16 | 0.8% |
| Other values (825) | 1808 |
Length
| Value | Count | Frequency (%) |
| the | 85 | 2.4% |
| rihanna | 25 | 0.7% |
| david | 25 | 0.7% |
| lil | 23 | 0.7% |
| drake | 23 | 0.7% |
| 22 | 0.6% | |
| justin | 22 | 0.6% |
| eminem | 21 | 0.6% |
| j | 21 | 0.6% |
| calvin | 20 | 0.6% |
| Other values (1215) | 3226 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 1744 | 8.7% |
| a | 1709 | 8.6% |
| 1513 | 7.6% | |
| i | 1388 | 6.9% |
| n | 1181 | 5.9% |
| r | 1038 | 5.2% |
| o | 973 | 4.9% |
| l | 958 | 4.8% |
| s | 845 | 4.2% |
| t | 649 | 3.2% |
| Other values (74) | 7985 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 14349 | |
| Uppercase Letter | 3821 | 19.1% |
| Space Separator | 1513 | 7.6% |
| Other Punctuation | 150 | 0.8% |
| Decimal Number | 94 | 0.5% |
| Dash Punctuation | 50 | 0.3% |
| Currency Symbol | 4 | < 0.1% |
| Math Symbol | 1 | < 0.1% |
| Final Punctuation | 1 | < 0.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 1744 | |
| a | 1709 | |
| i | 1388 | |
| n | 1181 | 8.2% |
| r | 1038 | 7.2% |
| o | 973 | 6.8% |
| l | 958 | 6.7% |
| s | 845 | 5.9% |
| t | 649 | 4.5% |
| y | 508 | 3.5% |
| Other values (21) | 3356 |
Uppercase Letter
| Value | Count | Frequency (%) |
| S | 308 | 8.1% |
| C | 282 | 7.4% |
| B | 281 | 7.4% |
| M | 269 | 7.0% |
| T | 259 | 6.8% |
| D | 251 | 6.6% |
| A | 234 | 6.1% |
| J | 224 | 5.9% |
| L | 213 | 5.6% |
| P | 187 | 4.9% |
| Other values (19) | 1313 |
Decimal Number
| Value | Count | Frequency (%) |
| 5 | 27 | |
| 2 | 17 | |
| 3 | 13 | |
| 1 | 11 | |
| 0 | 10 | 10.6% |
| 9 | 5 | 5.3% |
| 4 | 4 | 4.3% |
| 6 | 3 | 3.2% |
| 7 | 2 | 2.1% |
| 8 | 2 | 2.1% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 77 | |
| ' | 24 | 16.0% |
| ! | 21 | 14.0% |
| & | 19 | 12.7% |
| * | 4 | 2.7% |
| " | 2 | 1.3% |
| \ | 1 | 0.7% |
| / | 1 | 0.7% |
| , | 1 | 0.7% |
Space Separator
| Value | Count | Frequency (%) |
| 1513 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 50 |
Currency Symbol
| Value | Count | Frequency (%) |
| $ | 4 |
Math Symbol
| Value | Count | Frequency (%) |
| + | 1 |
Final Punctuation
| Value | Count | Frequency (%) |
| ’ | 1 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 18170 | |
| Common | 1813 | 9.1% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 1744 | 9.6% |
| a | 1709 | 9.4% |
| i | 1388 | 7.6% |
| n | 1181 | 6.5% |
| r | 1038 | 5.7% |
| o | 973 | 5.4% |
| l | 958 | 5.3% |
| s | 845 | 4.7% |
| t | 649 | 3.6% |
| y | 508 | 2.8% |
| Other values (50) | 7177 |
Common
| Value | Count | Frequency (%) |
| 1513 | ||
| . | 77 | 4.2% |
| - | 50 | 2.8% |
| 5 | 27 | 1.5% |
| ' | 24 | 1.3% |
| ! | 21 | 1.2% |
| & | 19 | 1.0% |
| 2 | 17 | 0.9% |
| 3 | 13 | 0.7% |
| 1 | 11 | 0.6% |
| Other values (14) | 41 | 2.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 19950 | |
| None | 32 | 0.2% |
| Punctuation | 1 | < 0.1% |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 1744 | 8.7% |
| a | 1709 | 8.6% |
| 1513 | 7.6% | |
| i | 1388 | 7.0% |
| n | 1181 | 5.9% |
| r | 1038 | 5.2% |
| o | 973 | 4.9% |
| l | 958 | 4.8% |
| s | 845 | 4.2% |
| t | 649 | 3.3% |
| Other values (65) | 7952 |
None
| Value | Count | Frequency (%) |
| é | 19 | |
| ë | 3 | 9.4% |
| ó | 3 | 9.4% |
| ý | 2 | 6.2% |
| Ø | 2 | 6.2% |
| Ö | 1 | 3.1% |
| í | 1 | 3.1% |
| Ü | 1 | 3.1% |
Punctuation
| Value | Count | Frequency (%) |
| ’ | 1 |
| Distinct | 1879 |
|---|---|
| Distinct (%) | 94.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 15.8 KiB |
| Sorry | 5 |
|---|---|
| Don't | 3 |
| Closer | 3 |
| Breathe | 3 |
| It's My Life | 3 |
| Other values (1874) |
Length
| Max length | 114 |
|---|---|
| Median length | 64 |
| Mean length | 17.6115 |
| Min length | 1 |
Characters and Unicode
| Total characters | 35223 |
|---|---|
| Distinct characters | 107 |
| Distinct categories | 13 ? |
| Distinct scripts | 4 ? |
| Distinct blocks | 5 ? |
Unique
| Unique | 1770 ? |
|---|---|
| Unique (%) | 88.5% |
Sample
| 1st row | Oops!...I Did It Again |
|---|---|
| 2nd row | All The Small Things |
| 3rd row | Breathe |
| 4th row | It's My Life |
| 5th row | Bye Bye Bye |
Common Values
| Value | Count | Frequency (%) |
| Sorry | 5 | 0.2% |
| Don't | 3 | 0.1% |
| Closer | 3 | 0.1% |
| Breathe | 3 | 0.1% |
| It's My Life | 3 | 0.1% |
| Rise | 3 | 0.1% |
| Mercy | 3 | 0.1% |
| Faded | 3 | 0.1% |
| Higher | 3 | 0.1% |
| I Like It | 3 | 0.1% |
| Other values (1869) | 1968 |
Length
| Value | Count | Frequency (%) |
| feat | 287 | 4.2% |
| 266 | 3.9% | |
| the | 174 | 2.5% |
| you | 159 | 2.3% |
| me | 130 | 1.9% |
| i | 105 | 1.5% |
| it | 99 | 1.4% |
| love | 97 | 1.4% |
| radio | 95 | 1.4% |
| edit | 84 | 1.2% |
| Other values (2157) | 5404 |
Most occurring characters
| Value | Count | Frequency (%) |
| 4900 | 13.9% | |
| e | 3089 | 8.8% |
| a | 2152 | 6.1% |
| o | 2135 | 6.1% |
| t | 1828 | 5.2% |
| i | 1800 | 5.1% |
| n | 1512 | 4.3% |
| r | 1307 | 3.7% |
| l | 997 | 2.8% |
| s | 920 | 2.6% |
| Other values (97) | 14583 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 22029 | |
| Uppercase Letter | 6291 | 17.9% |
| Space Separator | 4900 | 13.9% |
| Other Punctuation | 825 | 2.3% |
| Close Punctuation | 412 | 1.2% |
| Open Punctuation | 412 | 1.2% |
| Dash Punctuation | 201 | 0.6% |
| Decimal Number | 123 | 0.3% |
| Other Letter | 13 | < 0.1% |
| Currency Symbol | 10 | < 0.1% |
| Other values (3) | 7 | < 0.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 3089 | |
| a | 2152 | 9.8% |
| o | 2135 | 9.7% |
| t | 1828 | 8.3% |
| i | 1800 | 8.2% |
| n | 1512 | 6.9% |
| r | 1307 | 5.9% |
| l | 997 | 4.5% |
| s | 920 | 4.2% |
| h | 844 | 3.8% |
| Other values (20) | 5445 |
Uppercase Letter
| Value | Count | Frequency (%) |
| M | 485 | 7.7% |
| T | 480 | 7.6% |
| S | 478 | 7.6% |
| L | 438 | 7.0% |
| I | 385 | 6.1% |
| B | 368 | 5.8% |
| W | 334 | 5.3% |
| R | 330 | 5.2% |
| D | 309 | 4.9% |
| A | 296 | 4.7% |
| Other values (19) | 2388 |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 378 | |
| ' | 223 | |
| & | 86 | 10.4% |
| , | 52 | 6.3% |
| " | 27 | 3.3% |
| ? | 17 | 2.1% |
| ! | 16 | 1.9% |
| * | 11 | 1.3% |
| / | 9 | 1.1% |
| # | 2 | 0.2% |
| Other values (4) | 4 | 0.5% |
Other Letter
| Value | Count | Frequency (%) |
| 스 | 1 | 7.7% |
| 강 | 1 | 7.7% |
| 남 | 1 | 7.7% |
| 타 | 1 | 7.7% |
| ト | 1 | 7.7% |
| ッ | 1 | 7.7% |
| ィ | 1 | 7.7% |
| デ | 1 | 7.7% |
| エ | 1 | 7.7% |
| オ | 1 | 7.7% |
| Other values (3) | 3 |
Decimal Number
| Value | Count | Frequency (%) |
| 2 | 35 | |
| 1 | 23 | |
| 0 | 19 | |
| 3 | 12 | 9.8% |
| 6 | 7 | 5.7% |
| 7 | 7 | 5.7% |
| 8 | 6 | 4.9% |
| 9 | 5 | 4.1% |
| 4 | 5 | 4.1% |
| 5 | 4 | 3.3% |
Close Punctuation
| Value | Count | Frequency (%) |
| ) | 404 | |
| ] | 8 | 1.9% |
Open Punctuation
| Value | Count | Frequency (%) |
| ( | 404 | |
| [ | 8 | 1.9% |
Other Symbol
| Value | Count | Frequency (%) |
| ® | 1 | |
| ° | 1 |
Space Separator
| Value | Count | Frequency (%) |
| 4900 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 201 |
Currency Symbol
| Value | Count | Frequency (%) |
| $ | 10 |
Final Punctuation
| Value | Count | Frequency (%) |
| ’ | 3 |
Math Symbol
| Value | Count | Frequency (%) |
| + | 2 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 28320 | |
| Common | 6890 | 19.6% |
| Katakana | 8 | < 0.1% |
| Hangul | 5 | < 0.1% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 3089 | 10.9% |
| a | 2152 | 7.6% |
| o | 2135 | 7.5% |
| t | 1828 | 6.5% |
| i | 1800 | 6.4% |
| n | 1512 | 5.3% |
| r | 1307 | 4.6% |
| l | 997 | 3.5% |
| s | 920 | 3.2% |
| h | 844 | 3.0% |
| Other values (49) | 11736 |
Common
| Value | Count | Frequency (%) |
| 4900 | ||
| ) | 404 | 5.9% |
| ( | 404 | 5.9% |
| . | 378 | 5.5% |
| ' | 223 | 3.2% |
| - | 201 | 2.9% |
| & | 86 | 1.2% |
| , | 52 | 0.8% |
| 2 | 35 | 0.5% |
| " | 27 | 0.4% |
| Other values (25) | 180 | 2.6% |
Katakana
| Value | Count | Frequency (%) |
| ト | 1 | |
| ッ | 1 | |
| ィ | 1 | |
| デ | 1 | |
| エ | 1 | |
| オ | 1 | |
| ジ | 1 | |
| ラ | 1 |
Hangul
| Value | Count | Frequency (%) |
| 스 | 1 | |
| 강 | 1 | |
| 남 | 1 | |
| 타 | 1 | |
| 일 | 1 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 35191 | |
| None | 15 | < 0.1% |
| Katakana | 9 | < 0.1% |
| Hangul | 5 | < 0.1% |
| Punctuation | 3 | < 0.1% |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 4900 | 13.9% | |
| e | 3089 | 8.8% |
| a | 2152 | 6.1% |
| o | 2135 | 6.1% |
| t | 1828 | 5.2% |
| i | 1800 | 5.1% |
| n | 1512 | 4.3% |
| r | 1307 | 3.7% |
| l | 997 | 2.8% |
| s | 920 | 2.6% |
| Other values (73) | 14551 |
None
| Value | Count | Frequency (%) |
| é | 3 | |
| ó | 3 | |
| Ø | 2 | |
| á | 2 | |
| É | 1 | 6.7% |
| Ü | 1 | 6.7% |
| ñ | 1 | 6.7% |
| ® | 1 | 6.7% |
| ° | 1 | 6.7% |
Punctuation
| Value | Count | Frequency (%) |
| ’ | 3 |
Hangul
| Value | Count | Frequency (%) |
| 스 | 1 | |
| 강 | 1 | |
| 남 | 1 | |
| 타 | 1 | |
| 일 | 1 |
Katakana
| Value | Count | Frequency (%) |
| ト | 1 | |
| ッ | 1 | |
| ィ | 1 | |
| デ | 1 | |
| エ | 1 | |
| ・ | 1 | |
| オ | 1 | |
| ジ | 1 | |
| ラ | 1 |
duration_ms
Real number (ℝ≥0)
| Distinct | 1793 |
|---|---|
| Distinct (%) | 89.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 228748.1245 |
| Minimum | 113000 |
|---|---|
| Maximum | 484146 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.8 KiB |
Quantile statistics
| Minimum | 113000 |
|---|---|
| 5-th percentile | 174958.65 |
| Q1 | 203580 |
| median | 223279.5 |
| Q3 | 248133 |
| 95-th percentile | 298857.35 |
| Maximum | 484146 |
| Range | 371146 |
| Interquartile range (IQR) | 44553 |
Descriptive statistics
| Standard deviation | 39136.56901 |
|---|---|
| Coefficient of variation (CV) | 0.171090229 |
| Kurtosis | 3.314898375 |
| Mean | 228748.1245 |
| Median Absolute Deviation (MAD) | 21667 |
| Skewness | 1.018924709 |
| Sum | 457496249 |
| Variance | 1531671034 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 212106 | 4 | 0.2% |
| 240040 | 3 | 0.1% |
| 207506 | 3 | 0.1% |
| 202066 | 3 | 0.1% |
| 243533 | 3 | 0.1% |
| 268866 | 3 | 0.1% |
| 249533 | 3 | 0.1% |
| 236133 | 3 | 0.1% |
| 229080 | 3 | 0.1% |
| 199480 | 3 | 0.1% |
| Other values (1783) | 1969 |
| Value | Count | Frequency (%) |
| 113000 | 1 | |
| 114893 | 1 | |
| 119133 | 1 | |
| 121886 | 1 | |
| 124055 | 1 | |
| 126446 | 1 | |
| 127920 | 1 | |
| 129264 | 1 | |
| 131064 | 1 | |
| 131213 | 1 |
| Value | Count | Frequency (%) |
| 484146 | 1 | |
| 452906 | 1 | |
| 448573 | 1 | |
| 444333 | 1 | |
| 432146 | 1 | |
| 417920 | 1 | |
| 404106 | 1 | |
| 393813 | 1 | |
| 366733 | 1 | |
| 359973 | 1 |
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.1 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 1449 | |
| True | 551 | 27.6% |
year
Real number (ℝ≥0)
| Distinct | 23 |
|---|---|
| Distinct (%) | 1.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2009.494 |
| Minimum | 1998 |
|---|---|
| Maximum | 2020 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.8 KiB |
Quantile statistics
| Minimum | 1998 |
|---|---|
| 5-th percentile | 2000 |
| Q1 | 2004 |
| median | 2010 |
| Q3 | 2015 |
| 95-th percentile | 2018 |
| Maximum | 2020 |
| Range | 22 |
| Interquartile range (IQR) | 11 |
Descriptive statistics
| Standard deviation | 5.859960202 |
|---|---|
| Coefficient of variation (CV) | 0.002916137198 |
| Kurtosis | -1.195355107 |
| Mean | 2009.494 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | -0.04620500473 |
| Sum | 4018988 |
| Variance | 34.33913357 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2012 | 115 | 5.8% |
| 2017 | 111 | 5.5% |
| 2001 | 108 | 5.4% |
| 2018 | 107 | 5.3% |
| 2010 | 107 | 5.3% |
| 2014 | 104 | 5.2% |
| 2005 | 104 | 5.2% |
| 2011 | 99 | 5.0% |
| 2016 | 99 | 5.0% |
| 2015 | 99 | 5.0% |
| Other values (13) | 947 |
| Value | Count | Frequency (%) |
| 1998 | 1 | 0.1% |
| 1999 | 38 | 1.9% |
| 2000 | 74 | |
| 2001 | 108 | |
| 2002 | 90 | |
| 2003 | 97 | |
| 2004 | 96 | |
| 2005 | 104 | |
| 2006 | 95 | |
| 2007 | 94 |
| Value | Count | Frequency (%) |
| 2020 | 3 | 0.1% |
| 2019 | 89 | |
| 2018 | 107 | |
| 2017 | 111 | |
| 2016 | 99 | |
| 2015 | 99 | |
| 2014 | 104 | |
| 2013 | 89 | |
| 2012 | 115 | |
| 2011 | 99 |
| Distinct | 76 |
|---|---|
| Distinct (%) | 3.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 59.8725 |
| Minimum | 0 |
|---|---|
| Maximum | 89 |
| Zeros | 126 |
| Zeros (%) | 6.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 56 |
| median | 65.5 |
| Q3 | 73 |
| 95-th percentile | 80 |
| Maximum | 89 |
| Range | 89 |
| Interquartile range (IQR) | 17 |
Descriptive statistics
| Standard deviation | 21.33557703 |
|---|---|
| Coefficient of variation (CV) | 0.3563501947 |
| Kurtosis | 2.658744782 |
| Mean | 59.8725 |
| Median Absolute Deviation (MAD) | 8.5 |
| Skewness | -1.824422019 |
| Sum | 119745 |
| Variance | 455.2068472 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 126 | 6.3% |
| 69 | 76 | 3.8% |
| 68 | 75 | 3.8% |
| 73 | 69 | 3.5% |
| 74 | 69 | 3.5% |
| 67 | 66 | 3.3% |
| 76 | 64 | 3.2% |
| 64 | 63 | 3.1% |
| 63 | 62 | 3.1% |
| 72 | 62 | 3.1% |
| Other values (66) | 1268 |
| Value | Count | Frequency (%) |
| 0 | 126 | |
| 1 | 31 | 1.6% |
| 2 | 11 | 0.5% |
| 3 | 5 | 0.2% |
| 4 | 4 | 0.2% |
| 6 | 1 | 0.1% |
| 7 | 1 | 0.1% |
| 8 | 1 | 0.1% |
| 11 | 1 | 0.1% |
| 16 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 89 | 1 | 0.1% |
| 88 | 1 | 0.1% |
| 87 | 1 | 0.1% |
| 86 | 4 | 0.2% |
| 85 | 7 | 0.4% |
| 84 | 11 | 0.5% |
| 83 | 15 | 0.8% |
| 82 | 25 | |
| 81 | 27 | |
| 80 | 43 |
danceability
Real number (ℝ≥0)
| Distinct | 565 |
|---|---|
| Distinct (%) | 28.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.6674375 |
| Minimum | 0.129 |
|---|---|
| Maximum | 0.975 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.8 KiB |
Quantile statistics
| Minimum | 0.129 |
|---|---|
| 5-th percentile | 0.4199 |
| Q1 | 0.581 |
| median | 0.676 |
| Q3 | 0.764 |
| 95-th percentile | 0.886 |
| Maximum | 0.975 |
| Range | 0.846 |
| Interquartile range (IQR) | 0.183 |
Descriptive statistics
| Standard deviation | 0.1404164146 |
|---|---|
| Coefficient of variation (CV) | 0.2103813684 |
| Kurtosis | 0.1255343199 |
| Mean | 0.6674375 |
| Median Absolute Deviation (MAD) | 0.091 |
| Skewness | -0.4280298559 |
| Sum | 1334.875 |
| Variance | 0.01971676948 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.736 | 12 | 0.6% |
| 0.688 | 12 | 0.6% |
| 0.687 | 11 | 0.5% |
| 0.682 | 11 | 0.5% |
| 0.791 | 11 | 0.5% |
| 0.66 | 10 | 0.5% |
| 0.733 | 10 | 0.5% |
| 0.656 | 10 | 0.5% |
| 0.68 | 10 | 0.5% |
| 0.794 | 10 | 0.5% |
| Other values (555) | 1893 |
| Value | Count | Frequency (%) |
| 0.129 | 1 | |
| 0.177 | 1 | |
| 0.179 | 1 | |
| 0.18 | 1 | |
| 0.19 | 1 | |
| 0.209 | 1 | |
| 0.217 | 1 | |
| 0.23 | 1 | |
| 0.256 | 1 | |
| 0.259 | 1 |
| Value | Count | Frequency (%) |
| 0.975 | 1 | |
| 0.97 | 1 | |
| 0.969 | 1 | |
| 0.967 | 1 | |
| 0.964 | 2 | |
| 0.963 | 2 | |
| 0.962 | 1 | |
| 0.956 | 1 | |
| 0.955 | 1 | |
| 0.951 | 1 |
| Distinct | 580 |
|---|---|
| Distinct (%) | 29.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.720366 |
| Minimum | 0.0549 |
|---|---|
| Maximum | 0.999 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.8 KiB |
Quantile statistics
| Minimum | 0.0549 |
|---|---|
| 5-th percentile | 0.44295 |
| Q1 | 0.622 |
| median | 0.736 |
| Q3 | 0.839 |
| 95-th percentile | 0.93305 |
| Maximum | 0.999 |
| Range | 0.9441 |
| Interquartile range (IQR) | 0.217 |
Descriptive statistics
| Standard deviation | 0.1527452844 |
|---|---|
| Coefficient of variation (CV) | 0.2120384422 |
| Kurtosis | 0.1764537256 |
| Mean | 0.720366 |
| Median Absolute Deviation (MAD) | 0.108 |
| Skewness | -0.6328957919 |
| Sum | 1440.732 |
| Variance | 0.02333112191 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.783 | 15 | 0.8% |
| 0.862 | 12 | 0.6% |
| 0.768 | 11 | 0.5% |
| 0.8 | 10 | 0.5% |
| 0.791 | 10 | 0.5% |
| 0.628 | 9 | 0.4% |
| 0.861 | 9 | 0.4% |
| 0.786 | 9 | 0.4% |
| 0.921 | 9 | 0.4% |
| 0.677 | 9 | 0.4% |
| Other values (570) | 1897 |
| Value | Count | Frequency (%) |
| 0.0549 | 1 | |
| 0.0581 | 1 | |
| 0.115 | 1 | |
| 0.203 | 1 | |
| 0.219 | 1 | |
| 0.247 | 1 | |
| 0.249 | 1 | |
| 0.261 | 1 | |
| 0.264 | 1 | |
| 0.265 | 1 |
| Value | Count | Frequency (%) |
| 0.999 | 1 | 0.1% |
| 0.988 | 1 | 0.1% |
| 0.985 | 1 | 0.1% |
| 0.984 | 1 | 0.1% |
| 0.982 | 1 | 0.1% |
| 0.981 | 1 | 0.1% |
| 0.979 | 1 | 0.1% |
| 0.978 | 1 | 0.1% |
| 0.977 | 2 | |
| 0.976 | 3 |
| Distinct | 12 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.378 |
| Minimum | 0 |
|---|---|
| Maximum | 11 |
| Zeros | 198 |
| Zeros (%) | 9.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2 |
| median | 6 |
| Q3 | 8 |
| 95-th percentile | 11 |
| Maximum | 11 |
| Range | 11 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 3.615058827 |
|---|---|
| Coefficient of variation (CV) | 0.6721939062 |
| Kurtosis | -1.297833309 |
| Mean | 5.378 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | -0.009379280142 |
| Sum | 10756 |
| Variance | 13.06865033 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 267 | |
| 11 | 199 | |
| 0 | 198 | |
| 7 | 197 | |
| 5 | 182 | |
| 8 | 173 | |
| 2 | 158 | |
| 9 | 157 | |
| 6 | 154 | |
| 10 | 129 | |
| Other values (2) | 186 |
| Value | Count | Frequency (%) |
| 0 | 198 | |
| 1 | 267 | |
| 2 | 158 | |
| 3 | 60 | 3.0% |
| 4 | 126 | |
| 5 | 182 | |
| 6 | 154 | |
| 7 | 197 | |
| 8 | 173 | |
| 9 | 157 |
| Value | Count | Frequency (%) |
| 11 | 199 | |
| 10 | 129 | |
| 9 | 157 | |
| 8 | 173 | |
| 7 | 197 | |
| 6 | 154 | |
| 5 | 182 | |
| 4 | 126 | |
| 3 | 60 | 3.0% |
| 2 | 158 |
| Distinct | 1671 |
|---|---|
| Distinct (%) | 83.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -5.5124345 |
| Minimum | -20.514 |
|---|---|
| Maximum | -0.276 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 2000 |
| Negative (%) | 100.0% |
| Memory size | 15.8 KiB |
Quantile statistics
| Minimum | -20.514 |
|---|---|
| 5-th percentile | -8.9244 |
| Q1 | -6.49025 |
| median | -5.285 |
| Q3 | -4.16775 |
| 95-th percentile | -2.9415 |
| Maximum | -0.276 |
| Range | 20.238 |
| Interquartile range (IQR) | 2.3225 |
Descriptive statistics
| Standard deviation | 1.933482013 |
|---|---|
| Coefficient of variation (CV) | -0.3507492041 |
| Kurtosis | 3.959788496 |
| Mean | -5.5124345 |
| Median Absolute Deviation (MAD) | 1.1535 |
| Skewness | -1.199866094 |
| Sum | -11024.869 |
| Variance | 3.738352696 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| -6.366 | 5 | 0.2% |
| -5.595 | 4 | 0.2% |
| -5.153 | 4 | 0.2% |
| -3.782 | 4 | 0.2% |
| -5.611 | 3 | 0.1% |
| -5.892 | 3 | 0.1% |
| -4.315 | 3 | 0.1% |
| -3.078 | 3 | 0.1% |
| -5.576 | 3 | 0.1% |
| -4.699 | 3 | 0.1% |
| Other values (1661) | 1965 |
| Value | Count | Frequency (%) |
| -20.514 | 1 | |
| -17.217 | 1 | |
| -15.636 | 1 | |
| -14.505 | 1 | |
| -13.964 | 1 | |
| -13.744 | 1 | |
| -13.609 | 1 | |
| -13.4 | 1 | |
| -13.203 | 1 | |
| -13.2 | 1 |
| Value | Count | Frequency (%) |
| -0.276 | 1 | |
| -0.74 | 1 | |
| -1.131 | 1 | |
| -1.19 | 1 | |
| -1.203 | 1 | |
| -1.231 | 1 | |
| -1.299 | 1 | |
| -1.357 | 1 | |
| -1.538 | 1 | |
| -1.569 | 1 |
mode
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 15.8 KiB |
| 1 | |
|---|---|
| 0 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 2000 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 1107 | |
| 0 | 893 |
Length
Category Frequency Plot
| Value | Count | Frequency (%) |
| 1 | 1107 | |
| 0 | 893 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 1107 | |
| 0 | 893 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 2000 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 1107 | |
| 0 | 893 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 2000 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 1107 | |
| 0 | 893 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2000 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 1107 | |
| 0 | 893 |
| Distinct | 837 |
|---|---|
| Distinct (%) | 41.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.1035677 |
| Minimum | 0.0232 |
|---|---|
| Maximum | 0.576 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.8 KiB |
Quantile statistics
| Minimum | 0.0232 |
|---|---|
| 5-th percentile | 0.029 |
| Q1 | 0.0396 |
| median | 0.05985 |
| Q3 | 0.129 |
| 95-th percentile | 0.322 |
| Maximum | 0.576 |
| Range | 0.5528 |
| Interquartile range (IQR) | 0.0894 |
Descriptive statistics
| Standard deviation | 0.09615876419 |
|---|---|
| Coefficient of variation (CV) | 0.928462872 |
| Kurtosis | 2.626100136 |
| Mean | 0.1035677 |
| Median Absolute Deviation (MAD) | 0.02645 |
| Skewness | 1.761876968 |
| Sum | 207.1354 |
| Variance | 0.009246507931 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.0432 | 13 | 0.7% |
| 0.029 | 12 | 0.6% |
| 0.0322 | 11 | 0.5% |
| 0.0363 | 10 | 0.5% |
| 0.109 | 9 | 0.4% |
| 0.0439 | 9 | 0.4% |
| 0.0377 | 8 | 0.4% |
| 0.108 | 8 | 0.4% |
| 0.046 | 8 | 0.4% |
| 0.0431 | 8 | 0.4% |
| Other values (827) | 1904 |
| Value | Count | Frequency (%) |
| 0.0232 | 1 | |
| 0.0239 | 1 | |
| 0.0241 | 1 | |
| 0.0242 | 1 | |
| 0.0245 | 2 | |
| 0.0247 | 1 | |
| 0.0249 | 2 | |
| 0.0252 | 2 | |
| 0.0253 | 2 | |
| 0.0255 | 2 |
| Value | Count | Frequency (%) |
| 0.576 | 1 | |
| 0.53 | 1 | |
| 0.516 | 1 | |
| 0.505 | 1 | |
| 0.488 | 1 | |
| 0.484 | 1 | |
| 0.483 | 1 | |
| 0.478 | 1 | |
| 0.47 | 1 | |
| 0.467 | 1 |
| Distinct | 1208 |
|---|---|
| Distinct (%) | 60.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.128954928 |
| Minimum | 1.92 × 10-5 |
|---|---|
| Maximum | 0.976 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.8 KiB |
Quantile statistics
| Minimum | 1.92 × 10-5 |
|---|---|
| 5-th percentile | 0.0009853 |
| Q1 | 0.014 |
| median | 0.0557 |
| Q3 | 0.17625 |
| 95-th percentile | 0.515 |
| Maximum | 0.976 |
| Range | 0.9759808 |
| Interquartile range (IQR) | 0.16225 |
Descriptive statistics
| Standard deviation | 0.1733459262 |
|---|---|
| Coefficient of variation (CV) | 1.34423654 |
| Kurtosis | 4.665975534 |
| Mean | 0.128954928 |
| Median Absolute Deviation (MAD) | 0.05101 |
| Skewness | 2.094133723 |
| Sum | 257.9098559 |
| Variance | 0.03004881014 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.23 | 7 | 0.4% |
| 0.107 | 7 | 0.4% |
| 0.15 | 7 | 0.4% |
| 0.191 | 6 | 0.3% |
| 0.157 | 6 | 0.3% |
| 0.102 | 6 | 0.3% |
| 0.109 | 6 | 0.3% |
| 0.0192 | 6 | 0.3% |
| 0.103 | 6 | 0.3% |
| 0.123 | 6 | 0.3% |
| Other values (1198) | 1937 |
| Value | Count | Frequency (%) |
| 1.92 × 10-5 | 1 | |
| 2.06 × 10-5 | 1 | |
| 2.64 × 10-5 | 1 | |
| 3.82 × 10-5 | 1 | |
| 4.14 × 10-5 | 1 | |
| 5.15 × 10-5 | 1 | |
| 5.48 × 10-5 | 1 | |
| 6.52 × 10-5 | 1 | |
| 6.79 × 10-5 | 1 | |
| 7.95 × 10-5 | 1 |
| Value | Count | Frequency (%) |
| 0.976 | 1 | |
| 0.966 | 1 | |
| 0.953 | 1 | |
| 0.945 | 1 | |
| 0.934 | 2 | |
| 0.932 | 1 | |
| 0.922 | 1 | |
| 0.896 | 1 | |
| 0.893 | 1 | |
| 0.883 | 1 |
| Distinct | 772 |
|---|---|
| Distinct (%) | 38.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.0152259906 |
| Minimum | 0 |
|---|---|
| Maximum | 0.985 |
| Zeros | 1087 |
| Zeros (%) | 54.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 6.83 × 10-5 |
| 95-th percentile | 0.034505 |
| Maximum | 0.985 |
| Range | 0.985 |
| Interquartile range (IQR) | 6.83 × 10-5 |
Descriptive statistics
| Standard deviation | 0.0877707216 |
|---|---|
| Coefficient of variation (CV) | 5.764532757 |
| Kurtosis | 61.46993824 |
| Mean | 0.0152259906 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 7.581735568 |
| Sum | 30.45198121 |
| Variance | 0.00770369957 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1087 | |
| 0.0013 | 3 | 0.1% |
| 0.000108 | 3 | 0.1% |
| 1.6 × 10-6 | 3 | 0.1% |
| 0.000139 | 3 | 0.1% |
| 1.96 × 10-6 | 3 | 0.1% |
| 0.000113 | 3 | 0.1% |
| 8.83 × 10-6 | 3 | 0.1% |
| 2.77 × 10-6 | 3 | 0.1% |
| 0.000157 | 3 | 0.1% |
| Other values (762) | 886 |
| Value | Count | Frequency (%) |
| 0 | 1087 | |
| 1.01 × 10-6 | 1 | 0.1% |
| 1.03 × 10-6 | 3 | 0.1% |
| 1.04 × 10-6 | 1 | 0.1% |
| 1.07 × 10-6 | 1 | 0.1% |
| 1.1 × 10-6 | 1 | 0.1% |
| 1.11 × 10-6 | 3 | 0.1% |
| 1.13 × 10-6 | 1 | 0.1% |
| 1.16 × 10-6 | 2 | 0.1% |
| 1.2 × 10-6 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 0.985 | 1 | |
| 0.925 | 1 | |
| 0.901 | 1 | |
| 0.894 | 1 | |
| 0.828 | 1 | |
| 0.812 | 1 | |
| 0.809 | 1 | |
| 0.799 | 1 | |
| 0.792 | 1 | |
| 0.751 | 1 |
liveness
Real number (ℝ≥0)
| Distinct | 783 |
|---|---|
| Distinct (%) | 39.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.1812158 |
| Minimum | 0.0215 |
|---|---|
| Maximum | 0.853 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.8 KiB |
Quantile statistics
| Minimum | 0.0215 |
|---|---|
| 5-th percentile | 0.051595 |
| Q1 | 0.0881 |
| median | 0.124 |
| Q3 | 0.241 |
| 95-th percentile | 0.4603 |
| Maximum | 0.853 |
| Range | 0.8315 |
| Interquartile range (IQR) | 0.1529 |
Descriptive statistics
| Standard deviation | 0.1406692067 |
|---|---|
| Coefficient of variation (CV) | 0.776252439 |
| Kurtosis | 3.831586847 |
| Mean | 0.1812158 |
| Median Absolute Deviation (MAD) | 0.05055 |
| Skewness | 1.848579144 |
| Sum | 362.4316 |
| Variance | 0.01978782572 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.104 | 25 | 1.2% |
| 0.111 | 23 | 1.1% |
| 0.107 | 20 | 1.0% |
| 0.108 | 19 | 0.9% |
| 0.118 | 19 | 0.9% |
| 0.112 | 18 | 0.9% |
| 0.106 | 17 | 0.9% |
| 0.105 | 16 | 0.8% |
| 0.101 | 15 | 0.8% |
| 0.124 | 15 | 0.8% |
| Other values (773) | 1813 |
| Value | Count | Frequency (%) |
| 0.0215 | 1 | |
| 0.0234 | 1 | |
| 0.0241 | 1 | |
| 0.0263 | 1 | |
| 0.0272 | 1 | |
| 0.028 | 1 | |
| 0.0283 | 2 | |
| 0.0286 | 1 | |
| 0.0288 | 2 | |
| 0.029 | 1 |
| Value | Count | Frequency (%) |
| 0.853 | 1 | |
| 0.843 | 1 | |
| 0.839 | 1 | |
| 0.833 | 1 | |
| 0.826 | 1 | |
| 0.82 | 1 | |
| 0.817 | 1 | |
| 0.801 | 1 | |
| 0.795 | 1 | |
| 0.775 | 1 |
valence
Real number (ℝ≥0)
| Distinct | 760 |
|---|---|
| Distinct (%) | 38.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.55168965 |
| Minimum | 0.0381 |
|---|---|
| Maximum | 0.973 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.8 KiB |
Quantile statistics
| Minimum | 0.0381 |
|---|---|
| 5-th percentile | 0.1739 |
| Q1 | 0.38675 |
| median | 0.5575 |
| Q3 | 0.73 |
| 95-th percentile | 0.89505 |
| Maximum | 0.973 |
| Range | 0.9349 |
| Interquartile range (IQR) | 0.34325 |
Descriptive statistics
| Standard deviation | 0.2208641898 |
|---|---|
| Coefficient of variation (CV) | 0.4003413691 |
| Kurtosis | -0.8218785176 |
| Mean | 0.55168965 |
| Median Absolute Deviation (MAD) | 0.1715 |
| Skewness | -0.1288158625 |
| Sum | 1103.3793 |
| Variance | 0.04878099033 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.418 | 11 | 0.5% |
| 0.74 | 9 | 0.4% |
| 0.4 | 8 | 0.4% |
| 0.446 | 8 | 0.4% |
| 0.801 | 8 | 0.4% |
| 0.527 | 8 | 0.4% |
| 0.8 | 7 | 0.4% |
| 0.654 | 7 | 0.4% |
| 0.352 | 7 | 0.4% |
| 0.554 | 7 | 0.4% |
| Other values (750) | 1920 |
| Value | Count | Frequency (%) |
| 0.0381 | 1 | |
| 0.0406 | 1 | |
| 0.0594 | 1 | |
| 0.0596 | 1 | |
| 0.0681 | 1 | |
| 0.0694 | 1 | |
| 0.0756 | 1 | |
| 0.0783 | 1 | |
| 0.0784 | 1 | |
| 0.0789 | 1 |
| Value | Count | Frequency (%) |
| 0.973 | 2 | 0.1% |
| 0.972 | 2 | 0.1% |
| 0.969 | 1 | 0.1% |
| 0.968 | 1 | 0.1% |
| 0.966 | 4 | |
| 0.965 | 3 | |
| 0.964 | 4 | |
| 0.963 | 2 | 0.1% |
| 0.962 | 5 | |
| 0.961 | 4 |
tempo
Real number (ℝ≥0)
| Distinct | 1831 |
|---|---|
| Distinct (%) | 91.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 120.1225575 |
| Minimum | 60.019 |
|---|---|
| Maximum | 210.851 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.8 KiB |
Quantile statistics
| Minimum | 60.019 |
|---|---|
| 5-th percentile | 80.52815 |
| Q1 | 98.98575 |
| median | 120.0215 |
| Q3 | 134.2655 |
| 95-th percentile | 172.09705 |
| Maximum | 210.851 |
| Range | 150.832 |
| Interquartile range (IQR) | 35.27975 |
Descriptive statistics
| Standard deviation | 26.96711199 |
|---|---|
| Coefficient of variation (CV) | 0.224496652 |
| Kurtosis | 0.02296970553 |
| Mean | 120.1225575 |
| Median Absolute Deviation (MAD) | 19.8895 |
| Skewness | 0.5467700722 |
| Sum | 240245.115 |
| Variance | 727.225129 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 140.022 | 4 | 0.2% |
| 97.954 | 3 | 0.1% |
| 83.066 | 3 | 0.1% |
| 127.999 | 3 | 0.1% |
| 120.003 | 3 | 0.1% |
| 127.985 | 3 | 0.1% |
| 121.996 | 3 | 0.1% |
| 128.008 | 3 | 0.1% |
| 91.03 | 3 | 0.1% |
| 143.994 | 3 | 0.1% |
| Other values (1821) | 1969 |
| Value | Count | Frequency (%) |
| 60.019 | 1 | |
| 62.876 | 1 | |
| 64.934 | 1 | |
| 65.043 | 1 | |
| 65.997 | 2 | |
| 68.507 | 1 | |
| 68.637 | 1 | |
| 68.942 | 1 | |
| 68.976 | 1 | |
| 70.543 | 1 |
| Value | Count | Frequency (%) |
| 210.851 | 1 | |
| 205.57 | 1 | |
| 203.911 | 1 | |
| 203.862 | 1 | |
| 202.015 | 1 | |
| 201.936 | 1 | |
| 201.8 | 1 | |
| 199.958 | 1 | |
| 199.935 | 1 | |
| 199.764 | 1 |
| Distinct | 59 |
|---|---|
| Distinct (%) | 2.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 15.8 KiB |
| pop | |
|---|---|
| hip hop, pop | |
| hip hop, pop, R&B | |
| pop, Dance/Electronic | |
| pop, R&B | |
| Other values (54) |
Length
| Max length | 37 |
|---|---|
| Median length | 32 |
| Mean length | 11.8785 |
| Min length | 3 |
Characters and Unicode
| Total characters | 23757 |
|---|---|
| Distinct characters | 35 |
| Distinct categories | 6 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 18 ? |
|---|---|
| Unique (%) | 0.9% |
Sample
| 1st row | pop |
|---|---|
| 2nd row | rock, pop |
| 3rd row | pop, country |
| 4th row | rock, metal |
| 5th row | pop |
Common Values
| Value | Count | Frequency (%) |
| pop | 428 | |
| hip hop, pop | 277 | |
| hip hop, pop, R&B | 244 | |
| pop, Dance/Electronic | 221 | |
| pop, R&B | 178 | |
| hip hop | 124 | 6.2% |
| hip hop, pop, Dance/Electronic | 78 | 3.9% |
| rock | 58 | 2.9% |
| rock, pop | 43 | 2.1% |
| Dance/Electronic | 41 | 2.1% |
| Other values (49) | 308 |
Length
| Value | Count | Frequency (%) |
| pop | 1633 | |
| hip | 778 | |
| hop | 778 | |
| r&b | 452 | 10.1% |
| dance/electronic | 390 | 8.7% |
| rock | 234 | 5.2% |
| metal | 66 | 1.5% |
| latin | 64 | 1.4% |
| set | 22 | 0.5% |
| country | 21 | 0.5% |
| Other values (7) | 51 | 1.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| p | 4822 | |
| o | 3116 | |
| 2489 | ||
| , | 1704 | 7.2% |
| h | 1556 | 6.5% |
| c | 1467 | 6.2% |
| i | 1287 | 5.4% |
| n | 889 | 3.7% |
| e | 886 | 3.7% |
| r | 665 | 2.8% |
| Other values (25) | 4876 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 16904 | |
| Other Punctuation | 2576 | 10.8% |
| Space Separator | 2489 | 10.5% |
| Uppercase Letter | 1744 | 7.3% |
| Close Punctuation | 22 | 0.1% |
| Open Punctuation | 22 | 0.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| p | 4822 | |
| o | 3116 | |
| h | 1556 | 9.2% |
| c | 1467 | 8.7% |
| i | 1287 | 7.6% |
| n | 889 | 5.3% |
| e | 886 | 5.2% |
| r | 665 | 3.9% |
| t | 600 | 3.5% |
| l | 573 | 3.4% |
| Other values (11) | 1043 | 6.2% |
Uppercase Letter
| Value | Count | Frequency (%) |
| B | 452 | |
| R | 452 | |
| E | 390 | |
| D | 390 | |
| F | 20 | 1.1% |
| A | 20 | 1.1% |
| W | 10 | 0.6% |
| T | 10 | 0.6% |
Other Punctuation
| Value | Count | Frequency (%) |
| , | 1704 | |
| & | 452 | 17.5% |
| / | 420 | 16.3% |
Space Separator
| Value | Count | Frequency (%) |
| 2489 |
Close Punctuation
| Value | Count | Frequency (%) |
| ) | 22 |
Open Punctuation
| Value | Count | Frequency (%) |
| ( | 22 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 18648 | |
| Common | 5109 | 21.5% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| p | 4822 | |
| o | 3116 | |
| h | 1556 | 8.3% |
| c | 1467 | 7.9% |
| i | 1287 | 6.9% |
| n | 889 | 4.8% |
| e | 886 | 4.8% |
| r | 665 | 3.6% |
| t | 600 | 3.2% |
| l | 573 | 3.1% |
| Other values (19) | 2787 |
Common
| Value | Count | Frequency (%) |
| 2489 | ||
| , | 1704 | |
| & | 452 | 8.8% |
| / | 420 | 8.2% |
| ) | 22 | 0.4% |
| ( | 22 | 0.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 23757 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| p | 4822 | |
| o | 3116 | |
| 2489 | ||
| , | 1704 | 7.2% |
| h | 1556 | 6.5% |
| c | 1467 | 6.2% |
| i | 1287 | 5.4% |
| n | 889 | 3.7% |
| e | 886 | 3.7% |
| r | 665 | 2.8% |
| Other values (25) | 4876 |
Auto
The auto setting is an easily interpretable pairwise column metric of the following mapping: vartype-vartype : method, categorical-categorical : Cramer's V, numerical-categorical : Cramer's V (using a discretized numerical column), numerical-numerical : Spearman's ρ. This configuration uses the best suitable for each pair of columns.Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| artist | song | duration_ms | explicit | year | popularity | danceability | energy | key | loudness | mode | speechiness | acousticness | instrumentalness | liveness | valence | tempo | genre | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | Britney Spears | Oops!...I Did It Again | 211160 | False | 2000 | 77 | 0.751 | 0.834 | 1 | -5.444 | 0 | 0.0437 | 0.30000 | 0.000018 | 0.3550 | 0.894 | 95.053 | pop |
| 1 | blink-182 | All The Small Things | 167066 | False | 1999 | 79 | 0.434 | 0.897 | 0 | -4.918 | 1 | 0.0488 | 0.01030 | 0.000000 | 0.6120 | 0.684 | 148.726 | rock, pop |
| 2 | Faith Hill | Breathe | 250546 | False | 1999 | 66 | 0.529 | 0.496 | 7 | -9.007 | 1 | 0.0290 | 0.17300 | 0.000000 | 0.2510 | 0.278 | 136.859 | pop, country |
| 3 | Bon Jovi | It's My Life | 224493 | False | 2000 | 78 | 0.551 | 0.913 | 0 | -4.063 | 0 | 0.0466 | 0.02630 | 0.000013 | 0.3470 | 0.544 | 119.992 | rock, metal |
| 4 | *NSYNC | Bye Bye Bye | 200560 | False | 2000 | 65 | 0.614 | 0.928 | 8 | -4.806 | 0 | 0.0516 | 0.04080 | 0.001040 | 0.0845 | 0.879 | 172.656 | pop |
| 5 | Sisqo | Thong Song | 253733 | True | 1999 | 69 | 0.706 | 0.888 | 2 | -6.959 | 1 | 0.0654 | 0.11900 | 0.000096 | 0.0700 | 0.714 | 121.549 | hip hop, pop, R&B |
| 6 | Eminem | The Real Slim Shady | 284200 | True | 2000 | 86 | 0.949 | 0.661 | 5 | -4.244 | 0 | 0.0572 | 0.03020 | 0.000000 | 0.0454 | 0.760 | 104.504 | hip hop |
| 7 | Robbie Williams | Rock DJ | 258560 | False | 2000 | 68 | 0.708 | 0.772 | 7 | -4.264 | 1 | 0.0322 | 0.02670 | 0.000000 | 0.4670 | 0.861 | 103.035 | pop, rock |
| 8 | Destiny's Child | Say My Name | 271333 | False | 1999 | 75 | 0.713 | 0.678 | 5 | -3.525 | 0 | 0.1020 | 0.27300 | 0.000000 | 0.1490 | 0.734 | 138.009 | pop, R&B |
| 9 | Modjo | Lady - Hear Me Tonight | 307153 | False | 2001 | 77 | 0.720 | 0.808 | 6 | -5.627 | 1 | 0.0379 | 0.00793 | 0.029300 | 0.0634 | 0.869 | 126.041 | Dance/Electronic |
Last rows
| artist | song | duration_ms | explicit | year | popularity | danceability | energy | key | loudness | mode | speechiness | acousticness | instrumentalness | liveness | valence | tempo | genre | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1990 | Sam Smith | How Do You Sleep? | 202204 | False | 2019 | 73 | 0.477 | 0.682 | 1 | -4.931 | 0 | 0.0925 | 0.1530 | 0.000000 | 0.0763 | 0.345 | 110.567 | pop |
| 1991 | NSG | Options | 240081 | True | 2020 | 57 | 0.836 | 0.621 | 1 | -4.684 | 0 | 0.0894 | 0.3890 | 0.000092 | 0.1040 | 0.762 | 101.993 | World/Traditional, hip hop |
| 1992 | Normani | Motivation | 193837 | False | 2019 | 71 | 0.599 | 0.887 | 4 | -3.967 | 1 | 0.0984 | 0.0192 | 0.000001 | 0.3000 | 0.881 | 170.918 | pop, R&B |
| 1993 | Joel Corry | Sorry | 188640 | False | 2019 | 63 | 0.744 | 0.790 | 8 | -4.617 | 0 | 0.0562 | 0.0547 | 0.000802 | 0.3200 | 0.847 | 125.002 | pop, Dance/Electronic |
| 1994 | Post Malone | Goodbyes (Feat. Young Thug) | 174960 | True | 2019 | 1 | 0.580 | 0.653 | 5 | -3.818 | 1 | 0.0745 | 0.4470 | 0.000000 | 0.1110 | 0.175 | 150.231 | hip hop |
| 1995 | Jonas Brothers | Sucker | 181026 | False | 2019 | 79 | 0.842 | 0.734 | 1 | -5.065 | 0 | 0.0588 | 0.0427 | 0.000000 | 0.1060 | 0.952 | 137.958 | pop |
| 1996 | Taylor Swift | Cruel Summer | 178426 | False | 2019 | 78 | 0.552 | 0.702 | 9 | -5.707 | 1 | 0.1570 | 0.1170 | 0.000021 | 0.1050 | 0.564 | 169.994 | pop |
| 1997 | Blanco Brown | The Git Up | 200593 | False | 2019 | 69 | 0.847 | 0.678 | 9 | -8.635 | 1 | 0.1090 | 0.0669 | 0.000000 | 0.2740 | 0.811 | 97.984 | hip hop, country |
| 1998 | Sam Smith | Dancing With A Stranger (with Normani) | 171029 | False | 2019 | 75 | 0.741 | 0.520 | 8 | -7.513 | 1 | 0.0656 | 0.4500 | 0.000002 | 0.2220 | 0.347 | 102.998 | pop |
| 1999 | Post Malone | Circles | 215280 | False | 2019 | 85 | 0.695 | 0.762 | 0 | -3.497 | 1 | 0.0395 | 0.1920 | 0.002440 | 0.0863 | 0.553 | 120.042 | hip hop |
Most frequently occurring
| artist | song | duration_ms | explicit | year | popularity | danceability | energy | key | loudness | mode | speechiness | acousticness | instrumentalness | liveness | valence | tempo | genre | # duplicates | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | Ariana Grande | Love Me Harder | 236133 | False | 2014 | 74 | 0.472 | 0.714 | 1 | -4.389 | 0 | 0.0334 | 0.00937 | 0.000000 | 0.0764 | 0.240 | 98.992 | pop | 2 |
| 1 | Baby Bash | Suga Suga | 239026 | False | 2003 | 73 | 0.662 | 0.748 | 5 | -3.041 | 0 | 0.2680 | 0.68800 | 0.000008 | 0.0841 | 0.535 | 82.331 | hip hop, pop, R&B, latin | 2 |
| 2 | Billie Eilish | lovely (with Khalid) | 200185 | False | 2018 | 86 | 0.351 | 0.296 | 4 | -10.109 | 0 | 0.0333 | 0.93400 | 0.000000 | 0.0950 | 0.120 | 115.284 | pop, Dance/Electronic | 2 |
| 3 | Bruno Mars | Locked out of Heaven | 233478 | False | 2012 | 85 | 0.726 | 0.698 | 5 | -4.165 | 1 | 0.0431 | 0.04900 | 0.000000 | 0.3090 | 0.867 | 143.994 | pop | 2 |
| 4 | Bryson Tiller | Don't | 198293 | True | 2015 | 78 | 0.765 | 0.356 | 11 | -5.556 | 0 | 0.1950 | 0.22300 | 0.000000 | 0.0963 | 0.189 | 96.991 | hip hop, pop, R&B | 2 |
| 5 | Busta Rhymes | I Know What You Want (feat. Flipmode Squad) | 324306 | True | 2002 | 68 | 0.648 | 0.759 | 6 | -4.315 | 1 | 0.3060 | 0.01420 | 0.000000 | 0.6480 | 0.518 | 85.996 | hip hop, pop | 2 |
| 6 | Chris Brown | Kiss Kiss (feat. T-Pain) | 250666 | False | 2007 | 68 | 0.729 | 0.658 | 10 | -3.386 | 0 | 0.2250 | 0.05060 | 0.000000 | 0.0693 | 0.551 | 140.043 | hip hop, pop, R&B | 2 |
| 7 | Coldplay | Clocks | 307879 | False | 2002 | 79 | 0.577 | 0.749 | 5 | -7.215 | 0 | 0.0279 | 0.59900 | 0.011500 | 0.1830 | 0.255 | 130.970 | rock, pop | 2 |
| 8 | Coldplay | Paradise | 278719 | False | 2011 | 82 | 0.449 | 0.585 | 5 | -6.761 | 1 | 0.0268 | 0.05090 | 0.000087 | 0.0833 | 0.212 | 139.631 | rock, pop | 2 |
| 9 | Craig David | Fill Me In | 257200 | False | 2000 | 60 | 0.682 | 0.744 | 8 | -6.981 | 1 | 0.0365 | 0.37600 | 0.009510 | 0.0600 | 0.827 | 132.493 | hip hop, pop, R&B | 2 |